Articles with "stochastic computing" as a keyword



A Monolithic Stochastic Computing Architecture for Energy Efficient Arithmetic

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Published in 2022 at "Advanced Materials"

DOI: 10.1002/adma.202206168

Abstract: As the energy and hardware investments necessary for conventional high‐precision digital computing continue to explode in the era of artificial intelligence (AI), a change in paradigm that can trade precision for energy and resource efficiency… read more here.

Keywords: energy; stochastic computing; architecture; monolithic stochastic ... See more keywords

DISH: Digital image steganography using stochastic-computing with high-capacity

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Published in 2024 at "Multimedia Tools and Applications"

DOI: 10.1007/s11042-023-17998-9

Abstract: Stochastic computing is a relatively new approach to computing that has gained interest in recent years due to its potential for low-power and high-noise environments. It is a method of computing that uses probability to… read more here.

Keywords: steganography; image steganography; image; high capacity ... See more keywords

Magnetic field-free stochastic computing based on the voltage-controlled magnetic tunnel junction

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Published in 2024 at "Applied Physics Letters"

DOI: 10.1063/5.0202103

Abstract: The stochastic computing (SC) has been proven to be an energy-efficient way to perform neural network. In this study, we propose a field-free voltage-controlled spintronics SC system based on the magnetic tunnel junction (MTJ). We… read more here.

Keywords: magnetic tunnel; field free; voltage; tunnel junction ... See more keywords

Energy-efficient stochastic computing with superparamagnetic tunnel junctions

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Published in 2020 at "Physical review applied"

DOI: 10.1103/physrevapplied.13.034016

Abstract: Superparamagnetic tunnel junctions (SMTJs) have emerged as a competitive, realistic nanotechnology to support novel forms of stochastic computation in CMOS-compatible platforms. One of their applications is to generate random bitstreams suitable for use in stochastic… read more here.

Keywords: superparamagnetic tunnel; stochastic computing; energy efficient; energy ... See more keywords
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Memristive combinational logic circuits and stochastic computing implementation scheme

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Published in 2021 at "Circuit World"

DOI: 10.1108/cw-09-2018-0072

Abstract: Purpose Stochastic computing which is an alternative method of the binary calculation has key merits such as fault-tolerant capability and low hardware cost. However, the hardware response time of it is required to be very… read more here.

Keywords: implementation scheme; system; scheme; based memristive ... See more keywords

Stochastic Computing Design and Implementation of a Sound Source Localization System

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Published in 2023 at "IEEE Journal on Emerging and Selected Topics in Circuits and Systems"

DOI: 10.1109/jetcas.2023.3243604

Abstract: Stochastic computing (SC) is an alternative computing paradigm that processes data in the form of uniform bit-streams. SC is fault-tolerant and can compute on small, efficient circuits. However, SC is primarily used in scientific research,… read more here.

Keywords: bit; sound source; design; stochastic computing ... See more keywords

Architecture Considerations for Stochastic Computing Accelerators

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Published in 2018 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"

DOI: 10.1109/tcad.2018.2858338

Abstract: Stochastic computing (SC) is an alternative computing technique for embedded systems which offers lower area and power, and better error resilience compared to binary-encoded (BE) computation. However, the potential of and general design methodologies for… read more here.

Keywords: tex math; energy efficiency; stochastic computing; inline formula ... See more keywords

New Divider Design for Stochastic Computing

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Published in 2020 at "IEEE Transactions on Circuits and Systems II: Express Briefs"

DOI: 10.1109/tcsii.2019.2906385

Abstract: Stochastic computing (SC) is an unconventional computing paradigm which enables low power and massive parallelism in various applications. The numerical values in SC are represented as random bit-streams and interpreted as probabilities. The SC design… read more here.

Keywords: design stochastic; new divider; divider; divider design ... See more keywords

A Stochastic Computing Architecture for Iterative Estimation

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Published in 2020 at "IEEE Transactions on Circuits and Systems II: Express Briefs"

DOI: 10.1109/tcsii.2019.2916305

Abstract: Stochastic computing (SC) is a promising candidate for fault-tolerant computing in digital circuits. We present a novel stochastic computing estimation architecture allowing to solve a large group of estimation problems including least squares estimation as… read more here.

Keywords: architecture iterative; architecture; computing architecture; estimation ... See more keywords

Accelerating Stochastic Computing Using Deterministic Halton Sequences

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Published in 2021 at "IEEE Transactions on Circuits and Systems II: Express Briefs"

DOI: 10.1109/tcsii.2021.3073680

Abstract: Deterministic approaches have recently been developed for accurate computation in stochastic computing (SC). They, however, suffer a long operation time. Fortunately, for applications that do not require completely accurate processing results, such as image processing,… read more here.

Keywords: time; accelerating stochastic; deterministic halton; dhs based ... See more keywords

Utilization of Contingency Tables in Stochastic Computing

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Published in 2022 at "IEEE Transactions on Circuits and Systems II: Express Briefs"

DOI: 10.1109/tcsii.2022.3146238

Abstract: Stochastic computing (SC) is a re-emerging approach adopted in vision and learning machines. SC, as a hardware-efficient unconventional computation paradigm, utilizes digital logic systems for arithmetic operations. Conventional logic gates are fed binary streams that… read more here.

Keywords: contingency tables; stochastic computing; correlation; utilization contingency ... See more keywords